|
The capacity to think about our own thinking may lie at the heart of what it means to be both human and intelligent. Philosophers and cognitive scientists have investigated these matters for many years. Researchers in artificial intelligence have gone further, attempting to implement actual machines that mimic, simulate, and perhaps even replicate this capacity, called metareasoning. In this volume, leading authorities offer a variety of perspectives-drawn from philosophy, cognitive psychology, and computer science-on reasoning about the reasoning process.
The book offers a simple model of reasoning about reason as a framework for its discussions. Following this framework, the contributors consider metalevel control of computational activities, introspective monitoring, distributed metareasoning, and, putting all these aspects of metareasoning together, models of the self. Taken together, the chapters offer an integrated narrative on metareasoning themes from both artificial intelligence and cognitive science perspectives.
|
| Table of Contents |
| | Foreword |
| | Basic Themes |
| | Metareasoning
by Michael T. Cox and Anita Raja |
| 2 | | There's No "Me" in "Meta" - Or Is There?
by Don Perlis |
| 3 | | Metareasoning and Bounded Rationality
by Shlomo Zilberstein |
| | Metalevel Control |
| 4 | | Learning Expertise with Bounded Rationality and Self-Awareness
by Susan L. Epstein and Smiljana Petrovic |
| 5 | | Controlling Deliberation in Coordinators
by George Alexander, Anita Raja, and David Musliner |
| 6 | | Goal-Directed Metacontrol for Integrated Procedure Learning
by Jihie Kim, Karen Myers, Melinda Gervasio, and Yolanda Gil |
| 7 | | Metareasoning for Multispectral Satellite Image Interpretation
by Paul Robertson and Robert Laddaga |
| 8 | | Metareasoning as a Formal Computational Problem
by Vincent Conitzer |
| | Introspective Monitoring |
| 9 | | Metareasoning, Monitoring, and Self-Explanation
by Michael T. Cox |
| 10 | | Metareasoning for Self-Adaptation in Intelligent Agents
by Ashok K. Goel and Joshua Jones |
| 11 | | Using Introspective Reasoning to Improve CBR System Performance
by Josep Lluas Arcos, Oguz Mulayim, David B. Leake |
| 12 | | The Metacognitive Loop and Reasoning about Anomalies
by Matthew D. Schmill, Michael L. Anderson, Scott Fults, Darsana Josyula, Tim Oates, Don Perlis, Hamid Shahri, Shomir Wilson, and Dean Wright |
| | Distributed Metareasoning |
| 13 | | Coordinating Agents' Metalevel Control
by Anita Raja, George Alexander, Victor R. Lesser, and Michael Krainin |
| 14 | | The Role of Metareasoning in Achieving Effective Multiagent Coordination
by Zachary B. Rubinstein, Stephen F. Smith, and Terry L. Zimmerman |
| 15 | | Distributed Metamanagement for Self-Protection and Self-Explanation
by Catriona M. Kennedy |
| 16 | | Weighted Prediction Divergence for Metareasoning
by Brett J. Borghetti and Maria Gini |
| | Models of Self |
| 17 | | Metareasoning as an Integral Part of Commonsense and Autocognitive Reasoning
by Fabrizio Morbini and Lenhart Schubert |
| 18 | | Robotic Models of Self
by Justin Hart and Brian Scassellati |
| 19 | | Anthropomorphic Self-Models for Metareasoning Agents
by Andrew S. Gordon, Jerry R. Hobbs, and Michael T. Cox |
| 20 | | Varieties of Metacognition in Natural and Artificial Systems
by Aaron Sloman |
| | Contributors |
| | Index |
|
|